Measuring and Aligning Abstraction in Vision-Language Models with Medical Taxonomies

This research exposes critical flaws in standard VLM evaluation for chest X-rays, introducing a hierarchical framework to eliminate catastrophic abstraction ...

Level: advanced

By Ben Schaper, Maxime Di Folco, Bernhard Kainz, Julia A. Schnabel, Cosmin I. Bercea

Category: research